Country Wise Latest EDA Report

Brought to you by YData

Dataset statistics

Number of variables	16
Number of observations	187
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	44.7 KiB
Average record size in memory	244.5 B

Variable types

Text	1
Numeric	14
Categorical	1

Alerts

`Deaths / 100 Recovered` has 5 (2.7%) infinite values	Infinite
`Country/Region` has unique values	Unique
`Deaths` has 17 (9.1%) zeros	Zeros
`Recovered` has 6 (3.2%) zeros	Zeros
`Active` has 5 (2.7%) zeros	Zeros
`New cases` has 33 (17.6%) zeros	Zeros
`New deaths` has 91 (48.7%) zeros	Zeros
`New recovered` has 61 (32.6%) zeros	Zeros
`Deaths / 100 Cases` has 17 (9.1%) zeros	Zeros
`Recovered / 100 Cases` has 6 (3.2%) zeros	Zeros
`Deaths / 100 Recovered` has 17 (9.1%) zeros	Zeros
`1 week change` has 12 (6.4%) zeros	Zeros
`1 week % increase` has 12 (6.4%) zeros	Zeros
`Death_Rate` has 17 (9.1%) zeros	Zeros

Reproduction

Analysis started	2025-07-13 04:44:37.835613
Analysis finished	2025-07-13 04:44:53.078289
Duration	15.24 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Country/Region
Text

Unique

Distinct	187
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	12.1 KiB

Length

Max length	32
Median length	22
Mean length	8.4331551
Min length	2

Characters and Unicode

Total characters	1577
Distinct characters	57
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	187 ?
Unique (%)	100.0%

Sample

1st row	Afghanistan
2nd row	Albania
3rd row	Algeria
4th row	Andorra
5th row	Angola

Value	Count	Frequency (%)
and	7	3.0%
guinea	3	1.3%
south	3	1.3%
saint	3	1.3%
republic	2	0.9%
sudan	2	0.9%
new	2	0.9%
congo	2	0.9%
united	2	0.9%
armenia	1	0.4%
Other values (207)	207	88.5%

Most occurring characters

Value	Count	Frequency (%)
a	247	15.7%
i	140	8.9%
n	128	8.1%
e	111	7.0%
r	88	5.6%
o	84	5.3%
t	58	3.7%
u	56	3.6%
l	51	3.2%
d	49	3.1%
Other values (47)	565	35.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1293	82.0%
Uppercase Letter	229	14.5%
Space Separator	47	3.0%
Open Punctuation	2	0.1%
Close Punctuation	2	0.1%
Dash Punctuation	2	0.1%
Other Punctuation	2	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	247	19.1%
i	140	10.8%
n	128	9.9%
e	111	8.6%
r	88	6.8%
o	84	6.5%
t	58	4.5%
u	56	4.3%
l	51	3.9%
d	49	3.8%
Other values (16)	281	21.7%

Uppercase Letter

Value	Count	Frequency (%)
S	29	12.7%
B	22	9.6%
C	18	7.9%
M	17	7.4%
G	16	7.0%
A	15	6.6%
L	13	5.7%
N	11	4.8%
T	11	4.8%
P	9	3.9%
Other values (15)	68	29.7%

Other Punctuation

Value	Count	Frequency (%)
'	1	50.0%
*	1	50.0%

Space Separator

Value	Count	Frequency (%)
	47	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1522	96.5%
Common	55	3.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	247	16.2%
i	140	9.2%
n	128	8.4%
e	111	7.3%
r	88	5.8%
o	84	5.5%
t	58	3.8%
u	56	3.7%
l	51	3.4%
d	49	3.2%
Other values (41)	510	33.5%

Common

Value	Count	Frequency (%)
	47	85.5%
(	2	3.6%
)	2	3.6%
-	2	3.6%
'	1	1.8%
*	1	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1577	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	247	15.7%
i	140	8.9%
n	128	8.1%
e	111	7.0%
r	88	5.6%
o	84	5.3%
t	58	3.7%
u	56	3.6%
l	51	3.2%
d	49	3.1%
Other values (47)	565	35.8%

Confirmed
Real number (ℝ)

Distinct	184
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88130.936

Minimum	10
Maximum	4290259
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	10
5-th percentile	33.3
Q1	1114
median	5059
Q3	40460.5
95-th percentile	287810.9
Maximum	4290259
Range	4290249
Interquartile range (IQR)	39346.5

Descriptive statistics

Standard deviation	383318.66
Coefficient of variation (CV)	4.3494224
Kurtosis	86.096572
Mean	88130.936
Median Absolute Deviation (MAD)	4973
Skewness	8.7256762
Sum	16480485
Variance	1.469332 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86	2	1.1%
10621	2	1.1%
24	2	1.1%
27973	1	0.5%
907	1	0.5%
950	1	0.5%
167416	1	0.5%
36263	1	0.5%
15303	1	0.5%
20558	1	0.5%
Other values (174)	174	93.0%

Value	Count	Frequency (%)
10	1	0.5%
12	1	0.5%
14	1	0.5%
17	1	0.5%
18	1	0.5%
20	1	0.5%
23	1	0.5%
24	2	1.1%
27	1	0.5%
48	1	0.5%

Value	Count	Frequency (%)
4290259	1	0.5%
2442375	1	0.5%
1480073	1	0.5%
816680	1	0.5%
452529	1	0.5%
395489	1	0.5%
389717	1	0.5%
347923	1	0.5%
301708	1	0.5%
293606	1	0.5%

Deaths
Real number (ℝ)

Zeros

Distinct	150
Distinct (%)	80.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3497.5187

Minimum	0
Maximum	148011
Zeros	17
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	18.5
median	108
Q3	734
95-th percentile	15138.6
Maximum	148011
Range	148011
Interquartile range (IQR)	715.5

Descriptive statistics

Standard deviation	14100.002
Coefficient of variation (CV)	4.0314302
Kurtosis	66.480494
Mean	3497.5187
Median Absolute Deviation (MAD)	106
Skewness	7.4644811
Sum	654036
Variance	1.9881007 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	9.1%
11	4	2.1%
2	3	1.6%
7	3	1.6%
8	3	1.6%
1	3	1.6%
10	3	1.6%
58	2	1.1%
45	2	1.1%
69	2	1.1%
Other values (140)	145	77.5%

Value	Count	Frequency (%)
0	17	9.1%
1	3	1.6%
2	3	1.6%
3	2	1.1%
4	1	0.5%
5	1	0.5%
6	1	0.5%
7	3	1.6%
8	3	1.6%
9	1	0.5%

Value	Count	Frequency (%)
148011	1	0.5%
87618	1	0.5%
45844	1	0.5%
44022	1	0.5%
35112	1	0.5%
33408	1	0.5%
30212	1	0.5%
28432	1	0.5%
18418	1	0.5%
15912	1	0.5%

Recovered
Real number (ℝ)

Zeros

Distinct	178
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50631.481

Minimum	0
Maximum	1846641
Zeros	6
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	13.6
Q1	626.5
median	2815
Q3	22606
95-th percentile	235599
Maximum	1846641
Range	1846641
Interquartile range (IQR)	21979.5

Descriptive statistics

Standard deviation	190188.19
Coefficient of variation (CV)	3.7563228
Kurtosis	55.600771
Mean	50631.481
Median Absolute Deviation (MAD)	2789
Skewness	6.9836438
Sum	9468087
Variance	3.6171547 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	3.2%
803	2	1.1%
18	2	1.1%
128	2	1.1%
39	2	1.1%
18837	1	0.5%
72575	1	0.5%
26665	1	0.5%
2745	1	0.5%
65	1	0.5%
Other values (168)	168	89.8%

Value	Count	Frequency (%)
0	6	3.2%
8	1	0.5%
11	1	0.5%
12	1	0.5%
13	1	0.5%
15	1	0.5%
18	2	1.1%
19	1	0.5%
22	1	0.5%
23	1	0.5%

Value	Count	Frequency (%)
1846641	1	0.5%
1325804	1	0.5%
951166	1	0.5%
602249	1	0.5%
319954	1	0.5%
303810	1	0.5%
274925	1	0.5%
272547	1	0.5%
255144	1	0.5%
241026	1	0.5%

Active
Real number (ℝ)

Zeros

Distinct	173
Distinct (%)	92.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34001.936

Minimum	0
Maximum	2816444
Zeros	5
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	141.5
median	1600
Q3	9149
95-th percentile	98399.5
Maximum	2816444
Range	2816444
Interquartile range (IQR)	9007.5

Descriptive statistics

Standard deviation	213326.17
Coefficient of variation (CV)	6.273942
Kurtosis	157.92166
Mean	34001.936
Median Absolute Deviation (MAD)	1585
Skewness	12.182067
Sum	6358362
Variance	4.5508056 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	2.7%
2	3	1.6%
1	3	1.6%
1599	2	1.1%
13	2	1.1%
24	2	1.1%
21	2	1.1%
9	2	1.1%
52	2	1.1%
667	1	0.5%
Other values (163)	163	87.2%

Value	Count	Frequency (%)
0	5	2.7%
1	3	1.6%
2	3	1.6%
4	1	0.5%
8	1	0.5%
9	2	1.1%
12	1	0.5%
13	2	1.1%
15	1	0.5%
18	1	0.5%

Value	Count	Frequency (%)
2816444	1	0.5%
508116	1	0.5%
495499	1	0.5%
254427	1	0.5%
201097	1	0.5%
170537	1	0.5%
117163	1	0.5%
108928	1	0.5%
107514	1	0.5%
98752	1	0.5%

New cases
Real number (ℝ)

Zeros

Distinct	122
Distinct (%)	65.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1222.9572

Minimum	0
Maximum	56336
Zeros	33
Zeros (%)	17.6%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	49
Q3	419.5
95-th percentile	2706.3
Maximum	56336
Range	56336
Interquartile range (IQR)	415.5

Descriptive statistics

Standard deviation	5710.3748
Coefficient of variation (CV)	4.6693169
Kurtosis	65.02233
Mean	1222.9572
Median Absolute Deviation (MAD)	49
Skewness	7.7203196
Sum	228693
Variance	32608380
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	33	17.6%
1	6	3.2%
11	4	2.1%
4	3	1.6%
6	3	1.6%
10	3	1.6%
24	3	1.6%
3	3	1.6%
13	3	1.6%
5	3	1.6%
Other values (112)	123	65.8%

Value	Count	Frequency (%)
0	33	17.6%
1	6	3.2%
2	3	1.6%
3	3	1.6%
4	3	1.6%
5	3	1.6%
6	3	1.6%
7	3	1.6%
8	1	0.5%
9	1	0.5%

Value	Count	Frequency (%)
56336	1	0.5%
44457	1	0.5%
23284	1	0.5%
16306	1	0.5%
13756	1	0.5%
7096	1	0.5%
5607	1	0.5%
4973	1	0.5%
4890	1	0.5%
2772	1	0.5%

New deaths
Real number (ℝ)

Zeros

Distinct	38
Distinct (%)	20.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.957219

Minimum	0
Maximum	1076
Zeros	91
Zeros (%)	48.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	6
95-th percentile	92.7
Maximum	1076
Range	1076
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	120.03717
Coefficient of variation (CV)	4.145328
Kurtosis	40.101549
Mean	28.957219
Median Absolute Deviation (MAD)	1
Skewness	5.9700334
Sum	5415
Variance	14408.923
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	91	48.7%
1	17	9.1%
2	11	5.9%
6	7	3.7%
4	7	3.7%
3	7	3.7%
5	6	3.2%
17	3	1.6%
11	3	1.6%
8	2	1.1%
Other values (28)	33	17.6%

Value	Count	Frequency (%)
0	91	48.7%
1	17	9.1%
2	11	5.9%
3	7	3.7%
4	7	3.7%
5	6	3.2%
6	7	3.7%
7	2	1.1%
8	2	1.1%
9	2	1.1%

Value	Count	Frequency (%)
1076	1	0.5%
637	1	0.5%
614	1	0.5%
575	1	0.5%
508	1	0.5%
342	1	0.5%
298	1	0.5%
212	1	0.5%
120	1	0.5%
96	1	0.5%

New recovered
Real number (ℝ)

Zeros

Distinct	103
Distinct (%)	55.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	933.81283

Minimum	0
Maximum	33728
Zeros	61
Zeros (%)	32.6%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	22
Q3	221
95-th percentile	2446.2
Maximum	33728
Range	33728
Interquartile range (IQR)	221

Descriptive statistics

Standard deviation	4197.7196
Coefficient of variation (CV)	4.4952473
Kurtosis	47.910082
Mean	933.81283
Median Absolute Deviation (MAD)	22
Skewness	6.7695674
Sum	174623
Variance	17620850
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	61	32.6%
2	6	3.2%
4	5	2.7%
1	4	2.1%
6	3	1.6%
5	2	1.1%
22	2	1.1%
70	2	1.1%
39	2	1.1%
103	2	1.1%
Other values (93)	98	52.4%

Value	Count	Frequency (%)
0	61	32.6%
1	4	2.1%
2	6	3.2%
3	2	1.1%
4	5	2.7%
5	2	1.1%
6	3	1.6%
7	1	0.5%
8	1	0.5%
11	2	1.1%

Value	Count	Frequency (%)
33728	1	0.5%
33598	1	0.5%
27941	1	0.5%
11494	1	0.5%
9848	1	0.5%
8588	1	0.5%
4697	1	0.5%
3592	1	0.5%
3077	1	0.5%
2613	1	0.5%

Deaths / 100 Cases
Real number (ℝ)

Zeros

Distinct	145
Distinct (%)	77.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0195187

Minimum	0
Maximum	28.56
Zeros	17
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.945
median	2.15
Q3	3.875
95-th percentile	9.439
Maximum	28.56
Range	28.56
Interquartile range (IQR)	2.93

Descriptive statistics

Standard deviation	3.4543025
Coefficient of variation (CV)	1.1439911
Kurtosis	17.541183
Mean	3.0195187
Median Absolute Deviation (MAD)	1.35
Skewness	3.3521727
Sum	564.65
Variance	11.932206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	9.1%
1.28	3	1.6%
2.91	3	1.6%
1.39	2	1.1%
2.15	2	1.1%
0.73	2	1.1%
1.41	2	1.1%
1.33	2	1.1%
3.44	2	1.1%
1.98	2	1.1%
Other values (135)	150	80.2%

Value	Count	Frequency (%)
0	17	9.1%
0.05	1	0.5%
0.15	1	0.5%
0.18	1	0.5%
0.26	2	1.1%
0.27	2	1.1%
0.36	1	0.5%
0.39	1	0.5%
0.43	1	0.5%
0.45	1	0.5%

Value	Count	Frequency (%)
28.56	1	0.5%
15.19	1	0.5%
14.79	1	0.5%
14.26	1	0.5%
13.71	1	0.5%
13.4	1	0.5%
11.53	1	0.5%
11.13	1	0.5%
10.44	1	0.5%
10	1	0.5%

Recovered / 100 Cases
Real number (ℝ)

Zeros

Distinct	177
Distinct (%)	94.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.820535

Minimum	0
Maximum	100
Zeros	6
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	9.775
Q1	48.77
median	71.32
Q3	86.885
95-th percentile	96.309
Maximum	100
Range	100
Interquartile range (IQR)	38.115

Descriptive statistics

Standard deviation	26.287694
Coefficient of variation (CV)	0.40554578
Kurtosis	-0.11572822
Mean	64.820535
Median Absolute Deviation (MAD)	17.31
Skewness	-0.82336589
Sum	12121.44
Variance	691.04287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	3.2%
100	3	1.6%
75.61	2	1.1%
76.82	2	1.1%
80.64	2	1.1%
75.58	1	0.5%
67.34	1	0.5%
56.25	1	0.5%
25.47	1	0.5%
88.75	1	0.5%
Other values (167)	167	89.3%

Value	Count	Frequency (%)
0	6	3.2%
0.35	1	0.5%
0.48	1	0.5%
5.48	1	0.5%
8.53	1	0.5%
12.68	1	0.5%
17.74	1	0.5%
20.04	1	0.5%
20.25	1	0.5%
20.41	1	0.5%

Value	Count	Frequency (%)
100	3	1.6%
98.38	1	0.5%
98.33	1	0.5%
97.87	1	0.5%
97.24	1	0.5%
97.02	1	0.5%
96.6	1	0.5%
96.51	1	0.5%
95.84	1	0.5%
95.24	1	0.5%

Deaths / 100 Recovered
Real number (ℝ)

Infinite Zeros

Distinct	155
Distinct (%)	82.9%
Missing	0
Missing (%)	0.0%
Infinite	5
Infinite (%)	2.7%
Mean	inf

Minimum	0
Maximum	inf
Zeros	17
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.45
median	3.62
Q3	6.44
95-th percentile	32.982
Maximum	inf
Range	inf
Interquartile range (IQR)	4.99

Descriptive statistics

Standard deviation	nan
Coefficient of variation (CV)	nan
Kurtosis	nan
Mean	inf
Median Absolute Deviation (MAD)	2.45
Skewness	nan
Sum	inf
Variance	nan
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	9.1%
inf	5	2.7%
2.67	2	1.1%
3.91	2	1.1%
6.48	2	1.1%
12.12	2	1.1%
3.59	2	1.1%
4.86	2	1.1%
3.01	2	1.1%
6.69	2	1.1%
Other values (145)	149	79.7%

Value	Count	Frequency (%)
0	17	9.1%
0.06	1	0.5%
0.16	1	0.5%
0.2	1	0.5%
0.33	1	0.5%
0.35	1	0.5%
0.39	1	0.5%
0.51	1	0.5%
0.52	1	0.5%
0.55	1	0.5%

Value	Count	Frequency (%)
inf	5	2.7%
3259.26	1	0.5%
3190.26	1	0.5%
57.98	1	0.5%
56.28	1	0.5%
37.2	1	0.5%
23.14	1	0.5%
18.91	1	0.5%
17.9	1	0.5%
17.68	1	0.5%

Confirmed last week
Real number (ℝ)

Distinct	183
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78682.476

Minimum	10
Maximum	3834677
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	10
5-th percentile	24.9
Q1	1051.5
median	5020
Q3	37080.5
95-th percentile	273170.2
Maximum	3834677
Range	3834667
Interquartile range (IQR)	36029

Descriptive statistics

Standard deviation	338273.68
Coefficient of variation (CV)	4.2992251
Kurtosis	89.376884
Mean	78682.476
Median Absolute Deviation (MAD)	4912
Skewness	8.8651982
Sum	14713623
Variance	1.1442908 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
522	2	1.1%
19	2	1.1%
23	2	1.1%
1980	2	1.1%
884	1	0.5%
4171	1	0.5%
35526	1	0.5%
130774	1	0.5%
34981	1	0.5%
19743	1	0.5%
Other values (173)	173	92.5%

Value	Count	Frequency (%)
10	1	0.5%
12	1	0.5%
13	1	0.5%
17	1	0.5%
18	1	0.5%
19	2	1.1%
23	2	1.1%
24	1	0.5%
27	1	0.5%
40	1	0.5%

Value	Count	Frequency (%)
3834677	1	0.5%
2118646	1	0.5%
1155338	1	0.5%
776212	1	0.5%
373628	1	0.5%
357681	1	0.5%
349396	1	0.5%
333029	1	0.5%
296944	1	0.5%
276202	1	0.5%

1 week change
Real number (ℝ)

Zeros

Distinct	162
Distinct (%)	86.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9448.4599

Minimum	-47
Maximum	455582
Zeros	12
Zeros (%)	6.4%
Negative	1
Negative (%)	0.5%
Memory size	1.6 KiB

Quantile statistics

Minimum	-47
5-th percentile	0
Q1	49
median	432
Q3	3172
95-th percentile	18508
Maximum	455582
Range	455629
Interquartile range (IQR)	3123

Descriptive statistics

Standard deviation	47491.128
Coefficient of variation (CV)	5.0263353
Kurtosis	61.662738
Mean	9448.4599
Median Absolute Deviation (MAD)	431
Skewness	7.692012
Sum	1766862
Variance	2.2554072 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12	6.4%
1	4	2.1%
72	3	1.6%
2	3	1.6%
9	2	1.1%
27	2	1.1%
98	2	1.1%
47	2	1.1%
11	2	1.1%
201	2	1.1%
Other values (152)	153	81.8%

Value	Count	Frequency (%)
-47	1	0.5%
0	12	6.4%
1	4	2.1%
2	3	1.6%
4	1	0.5%
5	1	0.5%
6	1	0.5%
7	1	0.5%
8	1	0.5%
9	2	1.1%

Value	Count	Frequency (%)
455582	1	0.5%
324735	1	0.5%
323729	1	0.5%
78901	1	0.5%
53096	1	0.5%
46093	1	0.5%
40468	1	0.5%
36642	1	0.5%
32036	1	0.5%
18772	1	0.5%

1 week % increase
Real number (ℝ)

Zeros

Distinct	169
Distinct (%)	90.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.606203

Minimum	-3.84
Maximum	226.32
Zeros	12
Zeros (%)	6.4%
Negative	1
Negative (%)	0.5%
Memory size	1.6 KiB

Quantile statistics

Minimum	-3.84
5-th percentile	0
Q1	2.775
median	6.89
Q3	16.855
95-th percentile	37.277
Maximum	226.32
Range	230.16
Interquartile range (IQR)	14.08

Descriptive statistics

Standard deviation	24.509838
Coefficient of variation (CV)	1.8013723
Kurtosis	45.808865
Mean	13.606203
Median Absolute Deviation (MAD)	5.35
Skewness	6.1146129
Sum	2544.36
Variance	600.73215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12	6.4%
3.13	2	1.1%
12.24	2	1.1%
6.89	2	1.1%
2.51	2	1.1%
10.42	2	1.1%
2.44	2	1.1%
5.36	2	1.1%
2.07	1	0.5%
23.13	1	0.5%
Other values (159)	159	85.0%

Value	Count	Frequency (%)
-3.84	1	0.5%
0	12	6.4%
0.13	1	0.5%
0.26	1	0.5%
0.29	1	0.5%
0.49	1	0.5%
0.64	1	0.5%
0.68	1	0.5%
0.7	1	0.5%
0.78	1	0.5%

Value	Count	Frequency (%)
226.32	1	0.5%
191.07	1	0.5%
119.54	1	0.5%
57.85	1	0.5%
42.78	1	0.5%
42.52	1	0.5%
41.57	1	0.5%
40.67	1	0.5%
37.44	1	0.5%
37.34	1	0.5%

WHO Region
Categorical

Distinct	6
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Memory size	12.3 KiB

Europe	56
Africa	48
Americas	35
Eastern Mediterranean	22
Western Pacific	16

Length

Max length	21
Median length	6
Mean length	9.3903743
Min length	6

Characters and Unicode

Total characters	1756
Distinct characters	23
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Eastern Mediterranean
2nd row	Europe
3rd row	Africa
4th row	Europe
5th row	Africa

Common Values

Value	Count	Frequency (%)
Europe	56	29.9%
Africa	48	25.7%
Americas	35	18.7%
Eastern Mediterranean	22	11.8%
Western Pacific	16	8.6%
South-East Asia	10	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
europe	56	23.8%
africa	48	20.4%
americas	35	14.9%
eastern	22	9.4%
mediterranean	22	9.4%
western	16	6.8%
pacific	16	6.8%
south-east	10	4.3%
asia	10	4.3%

Most occurring characters

Value	Count	Frequency (%)
r	221	12.6%
e	211	12.0%
a	185	10.5%
i	147	8.4%
c	115	6.5%
s	93	5.3%
A	93	5.3%
E	88	5.0%
n	82	4.7%
t	80	4.6%
Other values (13)	441	25.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1453	82.7%
Uppercase Letter	245	14.0%
Space Separator	48	2.7%
Dash Punctuation	10	0.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	221	15.2%
e	211	14.5%
a	185	12.7%
i	147	10.1%
c	115	7.9%
s	93	6.4%
n	82	5.6%
t	80	5.5%
u	66	4.5%
o	66	4.5%
Other values (5)	187	12.9%

Uppercase Letter

Value	Count	Frequency (%)
A	93	38.0%
E	88	35.9%
M	22	9.0%
W	16	6.5%
P	16	6.5%
S	10	4.1%

Space Separator

Value	Count	Frequency (%)
	48	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	10	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1698	96.7%
Common	58	3.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	221	13.0%
e	211	12.4%
a	185	10.9%
i	147	8.7%
c	115	6.8%
s	93	5.5%
A	93	5.5%
E	88	5.2%
n	82	4.8%
t	80	4.7%
Other values (11)	383	22.6%

Common

Value	Count	Frequency (%)
	48	82.8%
-	10	17.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1756	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	221	12.6%
e	211	12.0%
a	185	10.5%
i	147	8.4%
c	115	6.5%
s	93	5.3%
A	93	5.3%
E	88	5.0%
n	82	4.7%
t	80	4.6%
Other values (13)	441	25.1%

Death_Rate
Real number (ℝ)

Zeros

Distinct	170
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.019317

Minimum	0
Maximum	28.56298
Zeros	17
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.94206483
median	2.1516227
Q3	3.8741091
95-th percentile	9.4403471
Maximum	28.56298
Range	28.56298
Interquartile range (IQR)	2.9320443

Descriptive statistics

Standard deviation	3.454389
Coefficient of variation (CV)	1.1440962
Kurtosis	17.547498
Mean	3.019317
Median Absolute Deviation (MAD)	1.3516346
Skewness	3.3528045
Sum	564.61227
Variance	11.932803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	9.1%
1.97740113	2	1.1%
4.157580524	1	0.5%
5.733186329	1	0.5%
4.315789474	1	0.5%
3.488372093	1	0.5%
1.827184976	1	0.5%
1.901577962	1	0.5%
3.499434685	1	0.5%
2.950819672	1	0.5%
Other values (160)	160	85.6%

Value	Count	Frequency (%)
0	17	9.1%
0.05310987844	1	0.5%
0.1505515662	1	0.5%
0.1773049645	1	0.5%
0.2559726962	1	0.5%
0.2645502646	1	0.5%
0.2660989888	1	0.5%
0.2706359946	1	0.5%
0.3571247657	1	0.5%
0.3921568627	1	0.5%

Value	Count	Frequency (%)
28.56298048	1	0.5%
15.19482413	1	0.5%
14.78593364	1	0.5%
14.25659599	1	0.5%
13.71079001	1	0.5%
13.39928058	1	0.5%
11.53277292	1	0.5%
11.13103019	1	0.5%
10.43678718	1	0.5%
10	1	0.5%

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Country/Region	Confirmed	Deaths	Recovered	Active	New cases	New deaths	New recovered	Deaths / 100 Cases	Recovered / 100 Cases	Deaths / 100 Recovered	Confirmed last week	1 week change	1 week % increase	WHO Region	Death_Rate
0	Afghanistan	36263	1269	25198	9796	106	10	18	3.50	69.49	5.04	35526	737	2.07	Eastern Mediterranean	3.499435
1	Albania	4880	144	2745	1991	117	6	63	2.95	56.25	5.25	4171	709	17.00	Europe	2.950820
2	Algeria	27973	1163	18837	7973	616	8	749	4.16	67.34	6.17	23691	4282	18.07	Africa	4.157581
3	Andorra	907	52	803	52	10	0	0	5.73	88.53	6.48	884	23	2.60	Europe	5.733186
4	Angola	950	41	242	667	18	1	0	4.32	25.47	16.94	749	201	26.84	Africa	4.315789
5	Antigua and Barbuda	86	3	65	18	4	0	5	3.49	75.58	4.62	76	10	13.16	Americas	3.488372
6	Argentina	167416	3059	72575	91782	4890	120	2057	1.83	43.35	4.21	130774	36642	28.02	Americas	1.827185
7	Armenia	37390	711	26665	10014	73	6	187	1.90	71.32	2.67	34981	2409	6.89	Europe	1.901578
8	Australia	15303	167	9311	5825	368	6	137	1.09	60.84	1.79	12428	2875	23.13	Western Pacific	1.091289
9	Austria	20558	713	18246	1599	86	1	37	3.47	88.75	3.91	19743	815	4.13	Europe	3.468236

	Country/Region	Confirmed	Deaths	Recovered	Active	New cases	New deaths	New recovered	Deaths / 100 Cases	Recovered / 100 Cases	Deaths / 100 Recovered	Confirmed last week	1 week change	1 week % increase	WHO Region	Death_Rate
177	United Kingdom	301708	45844	1437	254427	688	7	3	15.19	0.48	3190.26	296944	4764	1.60	Europe	15.194824
178	Uruguay	1202	35	951	216	10	1	3	2.91	79.12	3.68	1064	138	12.97	Americas	2.911814
179	Uzbekistan	21209	121	11674	9414	678	5	569	0.57	55.04	1.04	17149	4060	23.67	Europe	0.570513
180	Venezuela	15988	146	9959	5883	525	4	213	0.91	62.29	1.47	12334	3654	29.63	Americas	0.913185
181	Vietnam	431	0	365	66	11	0	0	0.00	84.69	0.00	384	47	12.24	Western Pacific	0.000000
182	West Bank and Gaza	10621	78	3752	6791	152	2	0	0.73	35.33	2.08	8916	1705	19.12	Eastern Mediterranean	0.734394
183	Western Sahara	10	1	8	1	0	0	0	10.00	80.00	12.50	10	0	0.00	Africa	10.000000
184	Yemen	1691	483	833	375	10	4	36	28.56	49.26	57.98	1619	72	4.45	Eastern Mediterranean	28.562980
185	Zambia	4552	140	2815	1597	71	1	465	3.08	61.84	4.97	3326	1226	36.86	Africa	3.075571
186	Zimbabwe	2704	36	542	2126	192	2	24	1.33	20.04	6.64	1713	991	57.85	Africa	1.331361

Overview

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Missing values

Sample

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Missing values

Sample